Machine Learning Enhanced Quantum State Tomography on FPGA

The integration of machine learning techniques has opened new avenues for real-time quantum state tomography (QST). In this work, we demonstrate the deployment of machine learning-based QST onto edge devices, specifically utilizing Field-Programmable Gate Arrays (FPGAs). This implementation was realized using the ”Vitis AI” development environment provided by AMD Inc. The FPGA-based QST offers a highly efficient and precise tool for diagnosing quantum states, marking a significant advancement in the practical application of quantum state tomography.

Authors

Publication Details

Published
2025-01-01
DOI
https://doi.org/10.1364/cleo_at.2025.jps200_81
Primary Topic
Quantum Computing Algorithms and Architecture
Type
article
Field-Weighted Citation Impact
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Machine Learning Enhanced Quantum State Tomography on FPGA

Chien-Ming Wu, Te-Hwei Suen, Ray‐Kuang Lee, Hua Li Chen et al.
Quantum Computing Algorithms and Architecture
article

Machine Learning Enhanced Quantum State Tomography on FPGA

Chien-Ming Wu, Te-Hwei Suen, Ray‐Kuang Lee, Hua Li Chen, Hsien-Yi Hsieh, Zi-Hao Shi, Yi-Ru Chen, Hsun-Chung Wu
article en

Abstract

The integration of machine learning techniques has opened new avenues for real-time quantum state tomography (QST). In this work, we demonstrate the deployment of machine learning-based QST onto edge devices, specifically utilizing Field-Programmable Gate Arrays (FPGAs). This implementation was realized using the ”Vitis AI” development environment provided by AMD Inc. The FPGA-based QST offers a highly efficient and precise tool for diagnosing quantum states, marking a significant advancement in the practical application of quantum state tomography.

Openalex Percentile: Top 87%
Quantum Computing Algorithms and Architecture
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